JOB REPORT / 17-2141 · 79 TASKS

Mechanical Engineers.

Can AI do the work of Mechanical Engineers?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

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The parts of your job AI can already do most of:

Calculate the efficiency or power output of a fuel…
Research computerized automotive applications
Analyze fuel cell or related test data, using statistical…

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A guided certificate program in AI-assisted Mechanical Engineers work. It covers the 78 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

78 of 79 tasks reviewed

This job has 79 core tasks. We went through 78 of them, one at a time.

Task by task, from the work Mechanical Engineers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Calculate the efficiency or power output of a fuel cell system or process.
AI DOES
Runs thermodynamic calculations, applies standard efficiency equations, and checks unit conversions instantly
YOU DO
Validate real operating conditions, choose the right model assumptions, and sanity-check outputs against physical reality
TASK 02
Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.
AI DOES
Searches literature, summarizes papers, and spots trends in automotive tech fields
YOU DO
Judge which findings apply to your specific design goals and safety needs
TASK 03
Analyze fuel cell or related test data, using statistical software.
AI DOES
Runs statistical models, flags anomalies, and generates summary reports from test data
YOU DO
Interpret results in context of real fuel cell behavior and make engineering decisions
TASK 04
Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.
AI DOES
Runs energy loss calculations, models heat transfer, and flags inefficiencies from input data
YOU DO
Go on-site to gather measurements and interpret real-world conditions that don't match the model
TASK 05
Develop engineering specifications or cost estimates for automotive design concepts.
AI DOES
Drafts spec documents, pulls benchmark cost data, and runs parametric estimates from existing designs
YOU DO
Validate physical tradeoffs, negotiate supplier costs, and own safety sign-off
TASK 06
Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
AI DOES
Runs simulations, suggests design variants, and flags performance issues in models
YOU DO
Apply physical intuition and safety judgment to decide which designs are truly worth building and testing
TASK 07
Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs.
AI DOES
Runs performance models, compares cost scenarios, and flags environmental tradeoffs across design options
YOU DO
Apply hands-on system knowledge to validate model assumptions and make design decisions
TASK 08
Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.
AI DOES
Searches specs and regulations, generates component options, and drafts modification recommendations
YOU DO
Weigh tradeoffs, apply real-world judgment, and take professional responsibility for the final design
TASK 09
Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.
AI DOES
Searches technical literature, generates simulation inputs, and flags patterns in test data
YOU DO
Design the test plan, judge physical trade-offs, and validate results against real hardware
TASK 10
Write performance requirements for product development or engineering projects.
AI DOES
Generates draft requirement documents, suggests standard metrics, checks for missing sections, and formats specs to industry templates
YOU DO
Apply hands-on system knowledge, safety judgment, and project-specific trade-offs that no template can capture
TASK 11
Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.
AI DOES
Searches material databases, summarizes recycled/bio-based options, flags design conflicts, and drafts reports
YOU DO
Test materials under real conditions and weigh safety, cost, and supply chain tradeoffs
TASK 12
Perform failure, variation, or root cause analyses.
AI DOES
Scans sensor data, flags anomalies, drafts fishbone diagrams, and suggests likely root causes from similar past failures
YOU DO
Physically inspect parts, challenge assumptions, and sign off on conclusions that affect safety
TASK 13
Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.
AI DOES
Runs simulations, flags design problems, searches technical literature, and generates CAD suggestions
YOU DO
Judge safety trade-offs, test physical prototypes, and sign off on final designs
TASK 14
Define specifications for fuel cell materials.
AI DOES
Searches research papers, pulls known material property data, and drafts spec tables
YOU DO
Weigh safety margins, system tradeoffs, and novel design requirements that go beyond existing data
TASK 15
Conduct research studies to develop new concepts in the field of automotive engineering.
AI DOES
Searches research papers, summarizes findings, spots patterns in data, and brainstorms concept directions
YOU DO
Design the experiments, test physical prototypes, and judge which new concepts are worth pursuing
TASK 16
Establish production or quality control standards.
AI DOES
Drafts standard templates, analyzes defect data, and flags gaps in existing quality specs
YOU DO
Apply physical test experience and safety judgment to finalize standards
TASK 17
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products.
AI DOES
Scans and summarizes new papers, highlights key trends, and drafts briefing notes from recent literature
YOU DO
Attend conferences, build relationships, and judge which ideas actually matter for your specific work
TASK 18
Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.
AI DOES
Generates concept sketches, pulls research on existing designs, runs early simulations, and flags efficiency tradeoffs
YOU DO
Apply deep systems knowledge, make safety and feasibility calls, and own the final engineering decisions
TASK 19
Recommend the use of utility or energy services that minimize carbon footprints.
AI DOES
Pulls carbon emissions data, compares utility options, and summarizes green energy alternatives
YOU DO
Apply site knowledge and balance cost, feasibility, and client goals
TASK 20
Develop specifications for vehicles powered by alternative fuels or alternative power methods.
AI DOES
Drafts spec frameworks, pulls relevant standards, and summarizes fuel/power system research
YOU DO
Make the tough engineering tradeoffs and validate specs against real-world safety and performance
TASK 21
Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.
AI DOES
Drafts control algorithm structures, suggests tuning parameters, and speeds up simulation setup
YOU DO
Own the safety decisions, physical testing, and integration with real vehicle constraints
TASK 22
Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
AI DOES
Suggests design layouts, flags structural issues, and speeds up CAD modeling steps
YOU DO
Make final calls on safety tradeoffs and guide drafters through complex design decisions
TASK 23
Evaluate mechanical designs or prototypes for energy performance or environmental impact.
AI DOES
Runs energy simulations, flags inefficiencies, and summarizes environmental impact data
YOU DO
Apply physical intuition and real-world context to make final design calls
TASK 24
Identify or define vehicle and system integration challenges for fuel cell vehicles.
AI DOES
Searches technical papers, standards, and case studies to list known integration challenges like thermal management, hydrogen storage, and power electronics compatibility
YOU DO
Apply real vehicle testing experience and cross-system judgment to spot novel or vehicle-specific integration gaps AI has never seen
TASK 25
Provide feedback to design engineers on customer problems or needs.
AI DOES
Drafts summaries of customer complaints, spots patterns in feedback data, and suggests known solutions from similar cases
YOU DO
Apply real-world mechanical intuition and build trust with both customers and design teams
TASK 26
Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.
AI DOES
Analyzes process data, models equipment layouts, and flags inefficiency patterns
YOU DO
Visit the floor, observe real conditions, and make judgment calls about trade-offs
TASK 27
Estimate costs or submit bids for engineering, construction, or extraction projects.
AI DOES
Pulls cost databases, generates line-item estimates, and flags missing inputs
YOU DO
Apply local site conditions, supplier knowledge, and risk judgment to finalize the bid
TASK 28
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.
AI DOES
Summarizes research papers, scans industry news, and flags new technology trends
YOU DO
Attend conferences, ask sharp questions, and build trust with colleagues face to face
TASK 29
Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
AI DOES
Runs material simulations, suggests lightweight design options, and flags tradeoff data fast
YOU DO
Judge real-world safety, manufacturability, and regulatory compliance before approving any design
TASK 30
Build models for algorithm or control feature verification testing.
AI DOES
Generates boilerplate model code, suggests test cases, and flags logic errors in control algorithms
YOU DO
Validate that models truly reflect real vehicle physics and safety constraints
TASK 31
Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.
AI DOES
Searches literature, drafts design concepts, runs simulations, and checks calculations
YOU DO
Apply physical intuition, make safety calls, and adapt when real systems behave unexpectedly
TASK 32
Provide technical consultation or direction related to the development or production of fuel cell systems.
AI DOES
Searches literature, drafts technical documents, and summarizes data to support consultation prep
YOU DO
Apply deep system knowledge and make judgment calls on novel engineering tradeoffs
TASK 33
Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments.
AI DOES
Processes test data, generates performance charts, and flags anomalies in operating maps
YOU DO
Decide which design changes to test and interpret real-world durability results
TASK 34
Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.
AI DOES
Runs energy simulations, generates design options, and flags efficiency trade-offs
YOU DO
Apply site knowledge, client needs, and safety judgment to finalize the design
TASK 35
Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers.
AI DOES
Drafts project plans, summarizes supplier data, flags cost-saving options, and generates reports
YOU DO
Build supplier relationships, weigh real trade-offs, and lead collaborative decisions with customers and teams
TASK 36
Recommend or implement changes to fuel cell system designs.
AI DOES
Searches technical literature, compares design alternatives, and drafts change proposals
YOU DO
Validate safety tradeoffs and sign off on physical system changes
TASK 37
Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.
AI DOES
Searches failure patterns, flags likely root causes, and drafts diagnostic checklists
YOU DO
Inspect the actual equipment, test hypotheses in the field, and own the final fix recommendation
TASK 38
Alter or modify designs to obtain specified functional or operational performance.
AI DOES
Runs simulations, flags design weaknesses, and suggests parameter adjustments
YOU DO
Weigh safety, cost, and real-world trade-offs before approving any change
TASK 39
Develop or implement operating methods or procedures.
AI DOES
Drafts procedure outlines, flags missing steps, and summarizes best practices from technical documents
YOU DO
Validate methods against real vehicle behavior and sign off on safety
TASK 40
Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives.
AI DOES
Runs sizing calculations, simulates component combinations, and flags trade-off options
YOU DO
Weigh safety, cost, and real-world performance trade-offs that no simulation fully captures
TASK 41
Design or implement fuel cell testing or development programs.
AI DOES
Drafts test plans, analyzes performance data, suggests parameters, and summarizes research
YOU DO
Apply physical intuition, safety knowledge, and real lab experience to finalize and run the program
TASK 42
Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.
AI DOES
Drafts status updates, summarizes cross-team data, and flags schedule conflicts
YOU DO
Build trust across teams and make real-time calls when plans change
TASK 43
Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.
AI DOES
Searches literature, runs simulations, drafts design concepts, and flags potential issues in new engineering domains
YOU DO
Bring creative problem-solving and real-world judgment to truly new and complex challenges
TASK 44
Develop or integrate control feature requirements.
AI DOES
Drafts requirement templates, flags conflicts, and suggests standard compliance language
YOU DO
Make safety calls and align requirements with real-world vehicle constraints
TASK 45
Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics.
AI DOES
Generates design options, runs simulations, searches technical literature, and flags potential issues in specs
YOU DO
Apply physical intuition and safety judgment to pick the right design for real-world conditions
TASK 46
Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing.
AI DOES
Drafts schedule templates, summarizes conflicts, and writes coordination emails
YOU DO
Build trust across departments and make judgment calls when priorities clash
TASK 47
Design test control apparatus or equipment or develop procedures for testing products.
AI DOES
Drafts test procedures, suggests equipment configurations, and checks against standards
YOU DO
Apply physical intuition and safety judgment to finalize the real-world design
TASK 48
Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.
AI DOES
Drafts maintenance schedules, summarizes service history, and generates procedure checklists from equipment specs
YOU DO
Verify real equipment conditions and build trust with the maintenance team
TASK 49
Develop or evaluate systems or methods of hydrogen storage for fuel cell applications.
AI DOES
Searches research papers, suggests storage materials, and runs simulation models
YOU DO
Validate designs through physical testing and apply safety judgment
TASK 50
Solicit new business.
AI DOES
Drafts cold emails, researches target companies, and suggests talking points
YOU DO
Build real relationships and read the room in meetings
TASK 51
Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.
AI DOES
Drafts process plans, compares manufacturing methods, summarizes specs, and flags design issues in documents
YOU DO
Walk the factory floor, build team consensus, and make judgment calls when real parts don't match the plan
TASK 52
Provide technical direction to other engineers or engineering support personnel.
AI DOES
Drafts technical memos, summarizes specs, and suggests solutions from engineering data
YOU DO
Read the room, build trust, and make calls that balance safety, cost, and team reality
TASK 53
Calibrate vehicle systems, including control algorithms or other software systems.
AI DOES
Suggests parameter tunings, runs simulation loops, and flags algorithm anomalies
YOU DO
Drive the test vehicle, interpret real-world sensor data, and approve final calibration settings
TASK 54
Develop fuel cell materials or fuel cell test equipment.
AI DOES
Searches research databases, suggests candidate materials, and helps model electrochemical properties
YOU DO
Design experiments, build test rigs, and validate real-world performance in the lab
TASK 55
Conduct automotive design reviews.
AI DOES
Summarizes design documents, checks specs against standards, and flags potential issues before the meeting
YOU DO
Lead the live discussion, weigh safety tradeoffs, and approve final design decisions
TASK 56
Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures.
AI DOES
Searches failure patterns in data logs, cross-references known fault modes, and drafts analysis reports
YOU DO
Inspect physical components in person and apply hands-on electromechanical judgment to confirm root cause
TASK 57
Validate design of fuel cells, fuel cell components, or fuel cell systems.
AI DOES
Reviews simulation outputs, checks specs against standards, and spots patterns in test data
YOU DO
Run physical tests, interpret real-world failures, and sign off on safety-critical designs
TASK 58
Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.
AI DOES
Searches equipment databases, compares efficiency specs, and models energy savings scenarios
YOU DO
Visit the site, assess real conditions, and take responsibility for safe installation decisions
TASK 59
Authorize release of fuel cell parts, components, or subsystems for production.
AI DOES
Checks documentation completeness, flags spec mismatches, and summarizes test results
YOU DO
Own the safety decision and sign off with professional accountability
TASK 60
Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults.
AI DOES
Runs simulations, flags fault patterns, and suggests optimization strategies from system data
YOU DO
Validate real-world behavior and make safety-critical integration decisions
TASK 61
Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.
AI DOES
Suggests experiment designs, reviews prior research, analyzes test data, and flags patterns in results
YOU DO
Run the physical tests, handle materials safely, and judge what the real-world results actually mean
TASK 62
Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.
AI DOES
Drafts technical summaries, suggests troubleshooting steps, and pulls relevant specs or past cases to support the conversation
YOU DO
Lead the live discussion, read colleague reactions, and make final calls on complex tradeoffs
TASK 63SOURCE-BACKED TASK
Recommend design modifications to eliminate machine or system malfunctions.
AI DOES
Analyzes failure patterns and suggests technical fixes
YOU DO
Judge feasibility and prioritize solutions
About this analysis
52% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 64
Conduct or direct system-level automotive testing.
AI DOES
Analyzes test data streams, spots patterns, and suggests test plans
YOU DO
Show up to the track, operate the vehicle, and make real-world safety calls
TASK 65
Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.
AI DOES
Analyzes impedance spectra, plots cyclic voltammetry curves, and flags anomalies in test data
YOU DO
Set up equipment, run physical tests, and judge what results mean for real-world design
TASK 66
Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems.
AI DOES
Suggests setup checklists, helps write data acquisition scripts, and flags configuration errors in test plans
YOU DO
Physically connect instruments, verify safety, and troubleshoot hardware on-site
TASK 67
Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.
AI DOES
Drafts performance notes, schedules, and training plans
YOU DO
Show up, read the room, and lead people directly
TASK 68
Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.
AI DOES
Pulls up specs, flags checklist gaps, and drafts maintenance logs
YOU DO
Show up, observe the equipment, and make real-time safety calls
TASK 69SOURCE-BACKED TASK
Develop calibration methodologies, test methodologies, or tools.
AI DOES
Generates test protocols and calibration procedures
YOU DO
Design the right approach for each situation
About this analysis
38% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 70SOURCE-BACKED TASK
Write, review, or maintain engineering documentation.
AI DOES
Drafts technical specs and updates existing docs
YOU DO
Ensure clarity and technical accuracy
About this analysis
35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 71
Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.
AI DOES
Drafts checklists, looks up specs, flags common failure points, and helps write maintenance plans
YOU DO
Show up on-site, assess real conditions, and make safety calls no screen can make
TASK 72SOURCE-BACKED TASK
Simulate or model fuel cell, motor, or other system information, using simulation software programs.
AI DOES
Runs simulations and generates basic performance data
YOU DO
Interpret results and validate the model
About this analysis
31% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 73SOURCE-BACKED TASK
Prepare or present technical or project status reports.
AI DOES
Gathers data and drafts status summaries
YOU DO
Shape the story and handle questions
About this analysis
30% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 74SOURCE-BACKED TASK
Write technical reports or proposals related to engineering projects.
AI DOES
Generates sections, templates, and technical content
YOU DO
Shape the argument and own the recommendations
About this analysis
29% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 75SOURCE-BACKED TASK
Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.
AI DOES
Scans drawings and extracts key measurements instantly
YOU DO
Spot problems and know what matters
About this analysis
28% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 76SOURCE-BACKED TASK
Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles.
AI DOES
Analyzes performance data and suggests design improvements
YOU DO
Choose which innovations to pursue
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 77SOURCE-BACKED TASK
Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.
AI DOES
Pulls key data and creates summary reports
YOU DO
Judge feasibility and weigh trade-offs
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 78SOURCE-BACKED TASK
Provide technical customer service.
AI DOES
Suggests solutions and pulls up relevant guides
YOU DO
Listen well and solve the real problem
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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AT A GLANCE

Occupation: Mechanical Engineers
SOC code: 17-2141
Tasks reviewed: 78 of 79

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $104,110 · BLS OEWS 2025
Median pay (Colorado): $124,430 · BLS OEWS 2025
Employed (national): 296,810
Employed in Colorado: 7,190
Job outlook: +9.1% by 2034 · ~18,100 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

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Your job, task by task.

Calculate the efficiency or power output of a fuel cell system or process.

Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control.

Analyze fuel cell or related test data, using statistical software.

Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.

Develop engineering specifications or cost estimates for automotive design concepts.

Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.

Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs.

Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.

Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.

Write performance requirements for product development or engineering projects.

Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.

Perform failure, variation, or root cause analyses.

Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.

Define specifications for fuel cell materials.

Conduct research studies to develop new concepts in the field of automotive engineering.

Establish production or quality control standards.

Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products.

Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.

Recommend the use of utility or energy services that minimize carbon footprints.

Develop specifications for vehicles powered by alternative fuels or alternative power methods.

Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.

Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.

Evaluate mechanical designs or prototypes for energy performance or environmental impact.

Identify or define vehicle and system integration challenges for fuel cell vehicles.

Provide feedback to design engineers on customer problems or needs.

Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.

Estimate costs or submit bids for engineering, construction, or extraction projects.

Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.

Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.

Build models for algorithm or control feature verification testing.

Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.

Provide technical consultation or direction related to the development or production of fuel cell systems.

Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments.

Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.

Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers.

Recommend or implement changes to fuel cell system designs.

Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.

Alter or modify designs to obtain specified functional or operational performance.

Develop or implement operating methods or procedures.

Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives.

Design or implement fuel cell testing or development programs.

Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.

Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.

Develop or integrate control feature requirements.

Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics.

Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing.

Design test control apparatus or equipment or develop procedures for testing products.

Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.

Develop or evaluate systems or methods of hydrogen storage for fuel cell applications.

Solicit new business.

Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.

Provide technical direction to other engineers or engineering support personnel.

Calibrate vehicle systems, including control algorithms or other software systems.

Develop fuel cell materials or fuel cell test equipment.

Conduct automotive design reviews.

Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures.

Validate design of fuel cells, fuel cell components, or fuel cell systems.

Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.

Authorize release of fuel cell parts, components, or subsystems for production.

Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults.

Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.

Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.

Recommend design modifications to eliminate machine or system malfunctions.

Conduct or direct system-level automotive testing.

Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.

Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems.

Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.

Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.

Develop calibration methodologies, test methodologies, or tools.

Write, review, or maintain engineering documentation.

Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.

Simulate or model fuel cell, motor, or other system information, using simulation software programs.

Prepare or present technical or project status reports.

Write technical reports or proposals related to engineering projects.

Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.

Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles.

Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.

Practice AI.
Use your judgment.